{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 837,
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from datetime import date\n",
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import roc_auc_score\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:42:45.108940200Z",
     "start_time": "2024-09-20T13:42:44.826196400Z"
    }
   },
   "id": "initial_id"
  },
  {
   "cell_type": "code",
   "execution_count": 838,
   "outputs": [
    {
     "data": {
      "text/plain": "   User_id  Merchant_id Coupon_id Discount_rate Distance Date_received  \\\n0  1439408         2632      null          null        0          null   \n1  1439408         4663     11002        150:20        1      20160528   \n2  1439408         2632      8591          20:1        0      20160217   \n3  1439408         2632      1078          20:1        0      20160319   \n4  1439408         2632      8591          20:1        0      20160613   \n\n       Date  \n0  20160217  \n1      null  \n2      null  \n3      null  \n4      null  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>User_id</th>\n      <th>Merchant_id</th>\n      <th>Coupon_id</th>\n      <th>Discount_rate</th>\n      <th>Distance</th>\n      <th>Date_received</th>\n      <th>Date</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1439408</td>\n      <td>2632</td>\n      <td>null</td>\n      <td>null</td>\n      <td>0</td>\n      <td>null</td>\n      <td>20160217</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1439408</td>\n      <td>4663</td>\n      <td>11002</td>\n      <td>150:20</td>\n      <td>1</td>\n      <td>20160528</td>\n      <td>null</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1439408</td>\n      <td>2632</td>\n      <td>8591</td>\n      <td>20:1</td>\n      <td>0</td>\n      <td>20160217</td>\n      <td>null</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1439408</td>\n      <td>2632</td>\n      <td>1078</td>\n      <td>20:1</td>\n      <td>0</td>\n      <td>20160319</td>\n      <td>null</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1439408</td>\n      <td>2632</td>\n      <td>8591</td>\n      <td>20:1</td>\n      <td>0</td>\n      <td>20160613</td>\n      <td>null</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 838,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# keep_default_na=False 读取CSV文件时，不会将默认的缺失值（如空字符串）转换为pandas的NaN值。\n",
    "off_train = pd.read_csv('D:\\PycharmProjects\\pythonProject\\data\\ccf_offline_stage1_train.csv',keep_default_na=False,encoding='utf-8')\n",
    "off_test = pd.read_csv('D:\\PycharmProjects\\pythonProject\\data\\ccf_offline_stage1_test_revised.csv',keep_default_na=False,encoding='utf-8')\n",
    "\n",
    "off_train.head(5)\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:42:45.781477300Z",
     "start_time": "2024-09-20T13:42:44.885132500Z"
    }
   },
   "id": "61f53febdbf6bfcf"
  },
  {
   "cell_type": "code",
   "execution_count": 839,
   "outputs": [],
   "source": [
    "# 填充缺失值\n",
    "off_train = off_train.fillna('null')\n",
    "off_test = off_test.fillna('null')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:42:46.581302400Z",
     "start_time": "2024-09-20T13:42:45.781477300Z"
    }
   },
   "id": "862b626a1a0b1112"
  },
  {
   "cell_type": "code",
   "execution_count": 840,
   "outputs": [],
   "source": [
    "# 用label列标记分类，label的取值为1表示正样本，0表示负样本，-1表示普通用户\n",
    "def label(row):\n",
    "    if row['Date'] != 'null' and row['Date_received'] != 'null':\n",
    "        if row['Coupon_id'] != 'null':\n",
    "            # 优惠券id不为空，表示使用了优惠券购买\n",
    "            # 计算使用优惠券的日期差值\n",
    "            td = pd.to_datetime(row['Date'], format='%Y%m%d') - \\\n",
    "                 pd.to_datetime(row['Date_received'], format='%Y%m%d')\n",
    "            if td <= pd.Timedelta(15, 'D'):  # 判断使用优惠券是否在15天内\n",
    "                return 1\n",
    "            else:\n",
    "                return 0\n",
    "        else:\n",
    "            # 其他情况：优惠券id为null，表示没有使用优惠券购买\n",
    "            return 0\n",
    "    if row['Date'] == 'null' and row['Date_received'] != 'null':\n",
    "        return 0\n",
    "    else:\n",
    "        return -1"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:42:46.596683100Z",
     "start_time": "2024-09-20T13:42:46.586014400Z"
    }
   },
   "id": "a44b7221a2abcd73"
  },
  {
   "cell_type": "code",
   "execution_count": 841,
   "outputs": [
    {
     "data": {
      "text/plain": " 0    988887\n-1    701602\n 1     64395\nName: label, dtype: int64"
     },
     "execution_count": 841,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对lable分类\n",
    "off_train['label'] = off_train.apply(label, axis = 1)\n",
    "off_train['label'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:09.691698200Z",
     "start_time": "2024-09-20T13:42:46.619565500Z"
    }
   },
   "id": "3cd2a3741e39fe43"
  },
  {
   "cell_type": "code",
   "execution_count": 842,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "label为1的数目： 64395\n",
      "label为0的数目： 988887\n",
      "总数： 1053282\n",
      "抽样label为1的数目： 64395\n",
      "随机抽取label为0的数目： 64395\n",
      "抽样总数： 128790\n",
      "总样本形状： (128790, 8)\n"
     ]
    }
   ],
   "source": [
    "X = off_train.loc[:,off_train.columns != 'label']  # 数据\n",
    "y = off_train.loc[:,off_train.columns == 'label']  # 标签\n",
    "\n",
    "# 获取类1标签的长度\n",
    "count_one_Class = len(off_train[off_train['label'] == 1])\n",
    "\n",
    "# 获取两类标签的索引\n",
    "one_Class_index = off_train[off_train['label'] == 1].index\n",
    "zero_Class_index = off_train[off_train['label'] == 0].index\n",
    "\n",
    "# 随机选择相同数目的索引\n",
    "np.random.seed(25)  # 定义随机种子\n",
    "random_zero_index = np.array(np.random.choice(zero_Class_index,count_one_Class,replace=True))\n",
    "\n",
    "# 合并模型样本索引\n",
    "sample = np.concatenate([one_Class_index,random_zero_index])\n",
    "\n",
    "# 按照索引获取行\n",
    "off_train = off_train.loc[sample,:]\n",
    "# 打印结果对比\n",
    "print('label为1的数目：', len(one_Class_index))\n",
    "print('label为0的数目：', len(zero_Class_index))\n",
    "print('总数：', len(one_Class_index) + len(zero_Class_index))\n",
    "print('抽样label为1的数目：', len(one_Class_index))\n",
    "print('随机抽取label为0的数目：', len(random_zero_index))\n",
    "print('抽样总数：', len(one_Class_index) + len(random_zero_index))\n",
    "print('总样本形状：', off_train.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:09.879976700Z",
     "start_time": "2024-09-20T13:43:09.694691Z"
    }
   },
   "id": "352489b5cd664465"
  },
  {
   "cell_type": "code",
   "execution_count": 843,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['User_id', 'Merchant_id', 'Coupon_id', 'Discount_rate', 'Distance',\n",
      "       'Date_received'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# 探索性分析\n",
    "print(off_test.columns)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:09.894378800Z",
     "start_time": "2024-09-20T13:43:09.879976700Z"
    }
   },
   "id": "c60988844eb6d72"
  },
  {
   "cell_type": "code",
   "execution_count": 844,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "查看缺失值结果：\n",
      " User_id          0\n",
      "Merchant_id      0\n",
      "Coupon_id        0\n",
      "Discount_rate    0\n",
      "Distance         0\n",
      "Date_received    0\n",
      "Date             0\n",
      "label            0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 变换距离的类型，缺失值替换为-1\n",
    "off_train['Distance'] = off_train['Distance'].replace('null', -1).astype(int)\n",
    "off_test['Distance'] = off_test['Distance'].replace('null', -1).astype(int)\n",
    "print('查看缺失值结果：\\n',off_train.isnull().sum())"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:09.973410300Z",
     "start_time": "2024-09-20T13:43:09.898008Z"
    }
   },
   "id": "9d10c771d15c9336"
  },
  {
   "cell_type": "code",
   "execution_count": 845,
   "outputs": [],
   "source": [
    "description = off_train.describe()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:10.003524200Z",
     "start_time": "2024-09-20T13:43:09.975404Z"
    }
   },
   "id": "3f86318e0719b4c0"
  },
  {
   "cell_type": "code",
   "execution_count": 846,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "描述性统计结果：\n",
      "           User_id  Merchant_id   Distance     label\n",
      "count   128790.00    128790.00  128790.00  128790.0\n",
      "mean   3697459.80      4077.69       1.85       0.5\n",
      "std    2123423.03      2471.02       3.36       0.5\n",
      "min        110.00         3.00      -1.00       0.0\n",
      "25%    1859343.75      1941.00       0.00       0.0\n",
      "50%    3698645.00      3621.00       0.00       0.5\n",
      "75%    5543521.50      6434.00       2.00       1.0\n",
      "max    7360941.00      8856.00      10.00       1.0\n",
      "range  7360831.00      8853.00      11.00       1.0\n",
      "var   -1574036.77     -1606.67       1.51       0.0\n",
      "dis    3684177.75      4493.00       2.00       1.0\n"
     ]
    }
   ],
   "source": [
    "# 依次计算极差值、系数、四分位数间距\n",
    "description.loc['range'] = description.loc['max'] - description.loc['min']\n",
    "description.loc['var'] = description.loc['std'] - description.loc['mean']\n",
    "description.loc['dis'] = description.loc['75%'] - description.loc['25%']\n",
    "print('描述性统计结果：\\n',np.round(description, 2))  # 保留两位小数"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:10.021860600Z",
     "start_time": "2024-09-20T13:43:10.007016Z"
    }
   },
   "id": "7f346b1ab72cd114"
  },
  {
   "cell_type": "code",
   "execution_count": 847,
   "outputs": [],
   "source": [
    "# 检查所有其他列，确保它们都是数值类型\n",
    "for col in off_train.columns:\n",
    "    off_train[col] = pd.to_numeric(off_train[col], errors='coerce').fillna(-1)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:10.192501300Z",
     "start_time": "2024-09-20T13:43:10.020787200Z"
    }
   },
   "id": "c10d19347a790293"
  },
  {
   "cell_type": "code",
   "execution_count": 848,
   "outputs": [],
   "source": [
    "# 相关性分析\n",
    "corr = off_train.corr(method = 'pearson')  # 计算相关系数矩阵"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:10.226663100Z",
     "start_time": "2024-09-20T13:43:10.193500300Z"
    }
   },
   "id": "7a9093783ace4578"
  },
  {
   "cell_type": "code",
   "execution_count": 849,
   "outputs": [],
   "source": [
    "# 处理 'Distance' 列，确保它是数值类型\n",
    "off_train['Distance'] = pd.to_numeric(off_train['Distance'], errors='coerce').fillna(-1)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:10.239594700Z",
     "start_time": "2024-09-20T13:43:10.224669400Z"
    }
   },
   "id": "8a07f4b78fa67b7a"
  },
  {
   "cell_type": "code",
   "execution_count": 850,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "相关系数矩阵为：\n",
      "                User_id  Merchant_id  Coupon_id  Discount_rate  Distance  \\\n",
      "User_id           1.00         0.00       0.00           0.01     -0.00   \n",
      "Merchant_id       0.00         1.00       0.03           0.03     -0.01   \n",
      "Coupon_id         0.00         0.03       1.00           0.03      0.03   \n",
      "Discount_rate     0.01         0.03       0.03           1.00     -0.03   \n",
      "Distance         -0.00        -0.01       0.03          -0.03      1.00   \n",
      "Date_received     0.00        -0.05      -0.10          -0.04     -0.21   \n",
      "Date              0.00         0.07       0.03           0.07     -0.33   \n",
      "label             0.00         0.07       0.03           0.07     -0.33   \n",
      "\n",
      "               Date_received  Date  label  \n",
      "User_id                 0.00  0.00   0.00  \n",
      "Merchant_id            -0.05  0.07   0.07  \n",
      "Coupon_id              -0.10  0.03   0.03  \n",
      "Discount_rate          -0.04  0.07   0.07  \n",
      "Distance               -0.21 -0.33  -0.33  \n",
      "Date_received           1.00  0.22   0.22  \n",
      "Date                    0.22  1.00   0.99  \n",
      "label                   0.22  0.99   1.00  \n"
     ]
    }
   ],
   "source": [
    "print('相关系数矩阵为：\\n', np.round(corr, 2))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:10.283833500Z",
     "start_time": "2024-09-20T13:43:10.241603400Z"
    }
   },
   "id": "2e3bff154708139e"
  },
  {
   "cell_type": "code",
   "execution_count": 851,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x1000 with 2 Axes>",
      "image/png": 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     },
     "metadata": {
      "image/png": {
       "width": 925,
       "height": 874
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制相关性热力图\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.rcParams['font.sans-serif'] = 'KaiTi'\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.subplots(figsize=(10, 10))  # 设置画面大小\n",
    "sns.heatmap(corr, annot=True, vmax=1, square=True, cmap=\"Blues\")\n",
    "plt.title('相关性热力图')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:10.585192600Z",
     "start_time": "2024-09-20T13:43:10.283833500Z"
    }
   },
   "id": "33e842481a0b5ae6"
  },
  {
   "cell_type": "code",
   "execution_count": 852,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "image/png": {
       "width": 550,
       "height": 447
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 箱型图\n",
    "off_train['Distance'].isnull().sum()\n",
    "off_test['Distance'].isnull().sum()\n",
    "D1 = np.array(off_train['Distance'].values)\n",
    "D2 = np.array(off_test['Distance'].values)\n",
    "plt.boxplot([D1,D2],labels=('off_train','off_test'))\n",
    "plt.title('距离箱型图')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:10.947432600Z",
     "start_time": "2024-09-20T13:43:10.585192600Z"
    }
   },
   "id": "999dd13dbdaf44fe"
  },
  {
   "cell_type": "code",
   "execution_count": 853,
   "outputs": [],
   "source": [
    "# 定义函数处理折扣率\n",
    "def convertRate(row):\n",
    "    if row == 'null':\n",
    "        return 1.0\n",
    "    elif ':' in str(row):\n",
    "        rows = row.split(':')\n",
    "        return 1.0 - float(rows[1]) / float(rows[0])\n",
    "    else:\n",
    "        return float(row)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:10.947432600Z",
     "start_time": "2024-09-20T13:43:10.820367400Z"
    }
   },
   "id": "6052e8edb0d3f6c7"
  },
  {
   "cell_type": "code",
   "execution_count": 854,
   "outputs": [],
   "source": [
    "def getDiscountType(row):\n",
    "    # 如果 row 是浮点数，直接返回一个默认值或根据你的逻辑返回一个值\n",
    "    if isinstance(row, float):\n",
    "        return -1  # 或者其他表示非折扣类型的值\n",
    "    # 如果 row 是字符串，继续进行判断\n",
    "    elif ':' in row:\n",
    "        # 满多少减多少\n",
    "        return 1\n",
    "    else:\n",
    "        # 折扣率\n",
    "        return 0"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:10.947432600Z",
     "start_time": "2024-09-20T13:43:10.835003900Z"
    }
   },
   "id": "25471cb76779212"
  },
  {
   "cell_type": "code",
   "execution_count": 855,
   "outputs": [],
   "source": [
    "# 定义函数处理满减类型的折扣优惠券\n",
    "def Man_Rate(row):\n",
    "    if row == -1:\n",
    "        return 0\n",
    "    elif ':' in str(row):\n",
    "        rows = row.split(':')\n",
    "        return int(rows[0])\n",
    "    else:\n",
    "        return 0\n",
    "def Jian_Rate(row):\n",
    "    if row == -1:\n",
    "        return 0\n",
    "    elif ':' in str(row):\n",
    "        rows = row.split(':')\n",
    "        return int(rows[1])\n",
    "    else:\n",
    "        return 0"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:10.947432600Z",
     "start_time": "2024-09-20T13:43:10.849002400Z"
    }
   },
   "id": "dd7f86e9cc2cc45a"
  },
  {
   "cell_type": "code",
   "execution_count": 856,
   "outputs": [],
   "source": [
    "# 调用函数构建跟折扣率相关的四个特征属性\n",
    "off_train['Dis_rate'] = off_train['Discount_rate'].apply(convertRate)\n",
    "off_train['Discount_type'] = off_train['Discount_rate'].apply(getDiscountType)\n",
    "off_train['Discount_man'] = off_train['Discount_rate'].apply(Man_Rate)\n",
    "off_train['Discount_jian'] = off_train['Discount_rate'].apply(Jian_Rate)\n",
    "off_test['Dis_rate'] = off_test['Discount_rate'].apply(convertRate)\n",
    "off_test['Discount_type'] = off_test['Discount_rate'].apply(getDiscountType)\n",
    "off_test['Discount_man'] = off_test['Discount_rate'].apply(Man_Rate)\n",
    "off_test['Discount_jian'] = off_test['Discount_rate'].apply(Jian_Rate)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:11.173714900Z",
     "start_time": "2024-09-20T13:43:10.865898700Z"
    }
   },
   "id": "35f24bd4458b08b4"
  },
  {
   "cell_type": "code",
   "execution_count": 857,
   "outputs": [
    {
     "data": {
      "text/plain": "1    64395\n0    64395\nName: label, dtype: int64"
     },
     "execution_count": 857,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 根据label标签来提取正、负样本的全部数据\n",
    "data = off_train[off_train['label'] != -1]\n",
    "data = data.fillna(-1)\n",
    "data['label'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:11.191040500Z",
     "start_time": "2024-09-20T13:43:11.160755200Z"
    }
   },
   "id": "3f3f1f4049eec2d8"
  },
  {
   "cell_type": "code",
   "execution_count": 858,
   "outputs": [],
   "source": [
    "# 获取领券日期是星期几，并且构建成特征\n",
    "def getWeekday(row):\n",
    "    if row == 'null':\n",
    "        return row\n",
    "    else:\n",
    "        return date(int(row[0:4]),int(row[4:6]),int(row[6:8])).weekday()+1\n",
    " \n",
    "data['Weekday'] = data['Date_received'].astype(str).apply(getWeekday)\n",
    "off_test['Weekday'] = off_test['Date_received'].astype(str).apply(getWeekday)\n",
    "# 周六日为类型1，其他为0\n",
    "data['Is_weekend'] = data['Weekday'].apply(lambda x: 1 if x in [6,7] else 0)\n",
    "off_test['Is_weekend'] = off_test['Weekday'].apply(lambda x: 1 if x in [6,7] else 0)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:11.457439600Z",
     "start_time": "2024-09-20T13:43:11.191928900Z"
    }
   },
   "id": "7ea5859ca2328d97"
  },
  {
   "cell_type": "code",
   "execution_count": 859,
   "outputs": [],
   "source": [
    "# 跟星期相关的独热编码\n",
    "def One_hot(df):\n",
    "    weekdaycols = ['weekday' + str(i) for i in range(1,8)]\n",
    "    tmpdf = pd.get_dummies(df['Weekday'].replace('null', np.nan))\n",
    "    tmpdf.columns = weekdaycols\n",
    "    df[weekdaycols] = tmpdf\n",
    "    return df\n",
    "data = One_hot(data)\n",
    "off_test = One_hot(off_test)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:11.472195400Z",
     "start_time": "2024-09-20T13:43:11.460402700Z"
    }
   },
   "id": "7641de9908204607"
  },
  {
   "cell_type": "code",
   "execution_count": 860,
   "outputs": [],
   "source": [
    "def func(data):\n",
    "    # 提取用户使用的优惠券的数量\n",
    "    f = data[['User_id', 'Coupon_id']].copy()  # 创建一个副本以避免警告\n",
    "    f['rec_coupon'] = 1\n",
    "    f = f.groupby(['User_id']).agg('sum').reset_index()\n",
    "    \n",
    "    # 全部优惠券的数目\n",
    "    f1 = data[['Coupon_id']].copy()  # 创建一个副本以避免警告\n",
    "    l1 = len(f1)\n",
    "    f1['Number_coupon'] = 1\n",
    "    f1 = f1.groupby(['Coupon_id']).agg('sum').reset_index()\n",
    "    # 优惠券的流行度：每一种优惠券占全部优惠券的比例\n",
    "    f1['Coupon_popu'] = f1['Number_coupon'] / l1\n",
    "    \n",
    "    # 提取用户和商家\n",
    "    f2 = data[['User_id','Merchant_id']].copy()  # 创建一个副本以避免警告\n",
    "    l2 = len(f2)\n",
    "    # 提取顾客去商家的数量\n",
    "    f2['Number_merchant'] = 1\n",
    "    f2 = f2.groupby(['Merchant_id']).agg('sum').reset_index()\n",
    "    # 商家的受欢迎度：商家的顾客（用户）占全部商家的顾客（用户）的比例\n",
    "    f2['Merchant_popu'] = f2['Number_merchant'] / l2\n",
    "    \n",
    "    # 合并特征属性\n",
    "    d0 = pd.merge(data, f[['User_id', 'rec_coupon']], on='User_id')\n",
    "    d1 = pd.merge(d0, f1[['Coupon_id', 'Coupon_popu']], on='Coupon_id')\n",
    "    d2 = pd.merge(d1, f2[['Merchant_id', 'Merchant_popu']], on='Merchant_id')\n",
    "    \n",
    "    return d2\n",
    "\n",
    "# 调用以上函数构建相关的三个特征属性\n",
    "new_data = func(data)\n",
    "new_test_data = func(off_test)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:11.692119500Z",
     "start_time": "2024-09-20T13:43:11.477567600Z"
    }
   },
   "id": "811c04da7a556304"
  },
  {
   "cell_type": "code",
   "execution_count": 861,
   "outputs": [],
   "source": [
    "# 定义函数得到跟距离相关的特征属性\n",
    "def Get_mer_dis(new_data):\n",
    "    # 查看距离的类别数量\n",
    "    new_data['Distance'].value_counts()\n",
    "    # 提取用户-商家距离的数据集\n",
    "    md1 = new_data[new_data.Coupon_id != 'null'][['Merchant_id', 'Distance']]\n",
    "    md1.replace('null', -1, inplace=True)\n",
    "    md1.replace(-1, np.nan, inplace=True)\n",
    "    # 用户-商家的距离最小值\n",
    "    md2 = md1.groupby('Merchant_id').agg('min').reset_index()\n",
    "    md2.rename(columns={'Distance': 'merchant_min_distance'}, inplace=True)\n",
    "    # 用户-商家的距离最大值\n",
    "    md3 = md1.groupby('Merchant_id').agg('max').reset_index()\n",
    "    md3.rename(columns={'Distance': 'merchant_max_distance'}, inplace=True)\n",
    "    # 用户-商品的距离平均值\n",
    "    md4 = md1.groupby('Merchant_id').agg('mean').reset_index()\n",
    "    md4.rename(columns={'Distance': 'merchant_mean_distance'}, inplace=True)\n",
    "    # 用户-离商品的距离中位值\n",
    "    md5 = md1.groupby('Merchant_id').agg('median').reset_index()\n",
    "    md5.rename(columns={'Distance': 'merchant_median_distance'}, inplace=True)\n",
    "    # 将所有特征合并在一起\n",
    "    merchant_feature = pd.merge(md2, md3, on='Merchant_id', how='left')\n",
    "    merchant_feature = pd.merge(merchant_feature, md4, on='Merchant_id', how='left')\n",
    "    merchant_feature = pd.merge(merchant_feature, md5, on='Merchant_id', how='left')\n",
    "    new_data = pd.merge(new_data,merchant_feature,on='Merchant_id',how='left')\n",
    "    return new_data\n",
    "# 调用上边函数构建距离相关的特征属性\n",
    "new_data = Get_mer_dis(new_data)\n",
    "new_test_data = Get_mer_dis(new_test_data)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:11.817732600Z",
     "start_time": "2024-09-20T13:43:11.698099300Z"
    }
   },
   "id": "268d407352593896"
  },
  {
   "cell_type": "code",
   "execution_count": 862,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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     },
     "metadata": {
      "image/png": {
       "width": 608,
       "height": 474
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 距离柱状图\n",
    "x = np.arange(-1,11)\n",
    "dis1 = np.array(new_data['Distance'].value_counts().sort_index())\n",
    "dis2 = np.array(new_test_data['Distance'].value_counts().sort_index())\n",
    "plt.bar(x,dis1,tick_label=x, label='off_train', width=0.3)\n",
    "plt.bar(x+0.3,dis2,label='off_test',width=0.3)\n",
    "plt.xlabel('距离')\n",
    "plt.ylabel('计数')\n",
    "plt.title('距离计数分布情况')\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:11.972549600Z",
     "start_time": "2024-09-20T13:43:11.820724800Z"
    }
   },
   "id": "c8c0fd0d7950f880"
  },
  {
   "cell_type": "code",
   "execution_count": 863,
   "outputs": [],
   "source": [
    "# 定义变换距离类型的函数\n",
    "def get_distance_type(row):\n",
    "    # 距离未知\n",
    "    if row == -1:\n",
    "        return -1\n",
    "    # 1千米内\n",
    "    elif row >= 0 and row <= 2:\n",
    "        return 0\n",
    "    # 1.5-2.5千米内\n",
    "    elif row >= 3 and row <= 5:\n",
    "        return 1\n",
    "    # 3-4.5千米内\n",
    "    elif row >= 6 and row <= 9:\n",
    "        return 2\n",
    "    # 5千米\n",
    "    elif row == 10:\n",
    "        return 3\n",
    "    # 构建距离类型的特征属性\n",
    "new_data['Distance_type'] = new_data['Distance'].apply(get_distance_type)\n",
    "new_test_data['Distance_type'] = new_test_data['Distance'].apply(get_distance_type)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:12.075870400Z",
     "start_time": "2024-09-20T13:43:11.975541900Z"
    }
   },
   "id": "1112c19d3526a714"
  },
  {
   "cell_type": "code",
   "execution_count": 864,
   "outputs": [
    {
     "data": {
      "text/plain": " 0    71864\n 1    12917\n-1    12064\n 3    10353\n 2     6442\nName: Distance_type, dtype: int64"
     },
     "execution_count": 864,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 新距离类型分布情况\n",
    "new_data['Distance_type'].value_counts()\n",
    "new_test_data['Distance_type'].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:12.075870400Z",
     "start_time": "2024-09-20T13:43:12.036569700Z"
    }
   },
   "id": "df41e4f885836da8"
  },
  {
   "cell_type": "code",
   "execution_count": 865,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "image/png": {
       "width": 608,
       "height": 474
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 距离柱状图\n",
    "x1 = np.arange(-1,4)\n",
    "dis_type1 = np.array(new_data['Distance_type'].value_counts().sort_index())\n",
    "dis_type2 = np.array(new_test_data['Distance_type'].value_counts().sort_index())\n",
    "plt.bar(x1,dis_type1,tick_label=x1, label='off_train', width=0.3)\n",
    "plt.bar(x1+0.3,dis_type2,label='off_test',width=0.3)\n",
    "plt.xlabel('距离类型')\n",
    "plt.ylabel('计数')\n",
    "plt.title('距离类型计数分布情况')\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:12.175527400Z",
     "start_time": "2024-09-20T13:43:12.053955800Z"
    }
   },
   "id": "57fa64fb538fc640"
  },
  {
   "cell_type": "code",
   "execution_count": 866,
   "outputs": [
    {
     "data": {
      "text/plain": "User_id                     0\nMerchant_id                 0\nCoupon_id                   0\nDiscount_rate               0\nDistance                    0\nDate_received               0\nDis_rate                    0\nDiscount_type               0\nDiscount_man                0\nDiscount_jian               0\nWeekday                     0\nIs_weekend                  0\nweekday1                    0\nweekday2                    0\nweekday3                    0\nweekday4                    0\nweekday5                    0\nweekday6                    0\nweekday7                    0\nrec_coupon                  0\nCoupon_popu                 0\nMerchant_popu               0\nmerchant_min_distance       0\nmerchant_max_distance       0\nmerchant_mean_distance      0\nmerchant_median_distance    0\nDistance_type               0\nDistance-1                  0\nDistance0                   0\nDistance1                   0\nDistance2                   0\nDistance3                   0\nDistance4                   0\nDistance5                   0\nDistance6                   0\nDistance7                   0\nDistance8                   0\nDistance9                   0\nDistance10                  0\ndtype: int64"
     },
     "execution_count": 866,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 跟距离相关的独热编码\n",
    "def Get_dis_hot(df):\n",
    "    discols = ['Distance' + str(i) for i in range(-1,11)]\n",
    "    tmpdf = pd.get_dummies(df['Distance'].replace('null', np.nan))\n",
    "    tmpdf.columns = discols\n",
    "    df[discols] = tmpdf\n",
    "    return df\n",
    "new_data = Get_dis_hot(new_data)\n",
    "new_test_data = Get_dis_hot(new_test_data)\n",
    "# 集成新的数据集后，对缺失值处理\n",
    "new_data = new_data.fillna(-1)\n",
    "new_test_data = new_test_data.fillna(-1)\n",
    "new_data.isnull().sum()\n",
    "new_test_data.isnull().sum()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:12.297310700Z",
     "start_time": "2024-09-20T13:43:12.177851700Z"
    }
   },
   "id": "197c1faa65b405e9"
  },
  {
   "cell_type": "code",
   "execution_count": 867,
   "outputs": [
    {
     "data": {
      "text/plain": "Index(['User_id', 'Merchant_id', 'Coupon_id', 'Discount_rate', 'Distance',\n       'Date_received', 'Dis_rate', 'Discount_type', 'Discount_man',\n       'Discount_jian', 'Weekday', 'Is_weekend', 'weekday1', 'weekday2',\n       'weekday3', 'weekday4', 'weekday5', 'weekday6', 'weekday7',\n       'rec_coupon', 'Coupon_popu', 'Merchant_popu', 'merchant_min_distance',\n       'merchant_max_distance', 'merchant_mean_distance',\n       'merchant_median_distance', 'Distance_type', 'Distance-1', 'Distance0',\n       'Distance1', 'Distance2', 'Distance3', 'Distance4', 'Distance5',\n       'Distance6', 'Distance7', 'Distance8', 'Distance9', 'Distance10'],\n      dtype='object')"
     },
     "execution_count": 867,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看属性特征\n",
    "new_data.columns\n",
    "new_test_data.columns"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-20T13:43:12.297310700Z",
     "start_time": "2024-09-20T13:43:12.271756700Z"
    }
   },
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   "cell_type": "code",
   "execution_count": 868,
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   "source": [
    "features = ['Dis_rate','Discount_type','Discount_man', 'Discount_jian',\n",
    "            'Distance','Distance_type','Distance-1', 'Distance0',\n",
    "            'Distance1', 'Distance2', 'Distance3', 'Distance4', 'Distance5',\n",
    "            'Distance6', 'Distance7', 'Distance8', 'Distance9', 'Distance10',\n",
    "            'rec_coupon','Coupon_popu','Merchant_popu','merchant_min_distance',\n",
    "            'merchant_max_distance','merchant_mean_distance','merchant_median_distance',\n",
    "            'Is_weekend','Weekday','weekday1','weekday2','weekday3','weekday4',\n",
    "            'weekday5','weekday6','weekday7']"
   ],
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     "end_time": "2024-09-20T13:43:12.309952100Z",
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  {
   "cell_type": "code",
   "execution_count": 869,
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   "source": [
    "# 提取指定特征属性的数据集，并且划分为训练集和验证集\n",
    "X = new_data[features]\n",
    "y = new_data['label']\n",
    "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.2,stratify=y)"
   ],
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   "id": "66db9363159c06f5"
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   "cell_type": "code",
   "execution_count": 870,
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC: 0.827377867646483\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\86183\\AppData\\Local\\Temp\\ipykernel_23152\\2223165717.py:29: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  test_result_logreg['Probability'] = result_logreg\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import roc_auc_score\n",
    "\n",
    "# 使用 Logistic Regression 替换 XGBoost\n",
    "logreg_model = LogisticRegression(\n",
    "    penalty='l1',  # 惩罚项，默认为 'l2'\n",
    "    C=1.0,  # 正则化强度的倒数，默认为 1.0\n",
    "    solver='liblinear',  # 优化算法，默认为 'liblinear'\n",
    "    max_iter=100  # 最大迭代次数，默认为 100\n",
    ")\n",
    "\n",
    "# 使用 Logistic Regression 模型进行训练\n",
    "logreg_model.fit(X_train, y_train)\n",
    "\n",
    "# 使用 Logistic Regression 模型进行预测\n",
    "y_predict_logreg = logreg_model.predict_proba(X_test)[:, 1]\n",
    "\n",
    "# 计算 AUC 值\n",
    "y_auc_logreg = roc_auc_score(y_test, y_predict_logreg)\n",
    "\n",
    "# 输出 AUC 值\n",
    "print(f'AUC: {y_auc_logreg}')\n",
    "\n",
    "# 使用 Logistic Regression 模型预测测试集\n",
    "pre_test = new_test_data[features]\n",
    "result_logreg = logreg_model.predict_proba(pre_test)[:, 1]\n",
    "test_result_logreg = new_test_data[['User_id', 'Coupon_id', 'Date_received']]\n",
    "test_result_logreg['Probability'] = result_logreg\n",
    "\n",
    "# 查看描述性结果\n",
    "test_result_logreg['Probability'].describe()\n",
    "\n",
    "# 将结果保存到 CSV 文件\n",
    "test_result_logreg.to_csv('submit2.csv', index=None, header=None)"
   ],
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